Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 940 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 110.3 KiB |
| Average record size in memory | 120.1 B |
Variable types
| NUM | 14 |
|---|---|
| CAT | 1 |
TotalDistance is highly correlated with TotalSteps and 1 other fields | High correlation |
TotalSteps is highly correlated with TotalDistance and 1 other fields | High correlation |
TrackerDistance is highly correlated with TotalSteps and 1 other fields | High correlation |
FairlyActiveMinutes is highly correlated with ModeratelyActiveDistance | High correlation |
ModeratelyActiveDistance is highly correlated with FairlyActiveMinutes | High correlation |
ActivityDate is uniformly distributed | Uniform |
TotalSteps has 77 (8.2%) zeros | Zeros |
TotalDistance has 78 (8.3%) zeros | Zeros |
TrackerDistance has 78 (8.3%) zeros | Zeros |
LoggedActivitiesDistance has 908 (96.6%) zeros | Zeros |
VeryActiveDistance has 413 (43.9%) zeros | Zeros |
ModeratelyActiveDistance has 386 (41.1%) zeros | Zeros |
LightActiveDistance has 85 (9.0%) zeros | Zeros |
SedentaryActiveDistance has 858 (91.3%) zeros | Zeros |
VeryActiveMinutes has 409 (43.5%) zeros | Zeros |
FairlyActiveMinutes has 384 (40.9%) zeros | Zeros |
LightlyActiveMinutes has 84 (8.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-06-30 11:18:13.694073 |
|---|---|
| Analysis finished | 2022-06-30 11:18:37.865206 |
| Duration | 24.17 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
Id
Real number (ℝ≥0)
| Distinct | 33 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4855407369 |
|---|---|
| Minimum | 1503960366 |
| Maximum | 8877689391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 1503960366 |
|---|---|
| 5-th percentile | 1624580081 |
| Q1 | 2320127002 |
| median | 4445114986 |
| Q3 | 6962181067 |
| 95-th percentile | 8792009665 |
| Maximum | 8877689391 |
| Range | 7373729025 |
| Interquartile range (IQR) | 4642054065 |
Descriptive statistics
| Standard deviation | 2424805476 |
|---|---|
| Coefficient of variation (CV) | 0.4994030966 |
| Kurtosis | -1.273030694 |
| Mean | 4855407369 |
| Median Absolute Deviation (MAD) | 2418762951 |
| Skewness | 0.1771248993 |
| Sum | 4.564082927e+12 |
| Variance | 5.879681595e+18 |
| Monotocity | Increasing |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) | |
| 1503960366 | 31 | 3.3% | |
| 4319703577 | 31 | 3.3% | |
| 8583815059 | 31 | 3.3% | |
| 8378563200 | 31 | 3.3% | |
| 8053475328 | 31 | 3.3% | |
| 7086361926 | 31 | 3.3% | |
| 6962181067 | 31 | 3.3% | |
| 5553957443 | 31 | 3.3% | |
| 4702921684 | 31 | 3.3% | |
| 4558609924 | 31 | 3.3% | |
| Other values (23) | 630 | 67.0% |
| Value | Count | Frequency (%) | |
| 1503960366 | 31 | 3.3% | |
| 1624580081 | 31 | 3.3% | |
| 1644430081 | 30 | 3.2% | |
| 1844505072 | 31 | 3.3% | |
| 1927972279 | 31 | 3.3% |
| Value | Count | Frequency (%) | |
| 8877689391 | 31 | 3.3% | |
| 8792009665 | 29 | 3.1% | |
| 8583815059 | 31 | 3.3% | |
| 8378563200 | 31 | 3.3% | |
| 8253242879 | 19 | 2.0% |
| Distinct | 31 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.3 KiB |
| 4/12/2016 | 33 |
|---|---|
| 4/14/2016 | 33 |
| 4/15/2016 | 33 |
| 4/13/2016 | 33 |
| 4/23/2016 | 32 |
| Other values (26) |
| Value | Count | Frequency (%) | |
| 4/12/2016 | 33 | 3.5% | |
| 4/14/2016 | 33 | 3.5% | |
| 4/15/2016 | 33 | 3.5% | |
| 4/13/2016 | 33 | 3.5% | |
| 4/23/2016 | 32 | 3.4% | |
| 4/29/2016 | 32 | 3.4% | |
| 4/28/2016 | 32 | 3.4% | |
| 4/26/2016 | 32 | 3.4% | |
| 4/25/2016 | 32 | 3.4% | |
| 4/24/2016 | 32 | 3.4% | |
| Other values (21) | 616 | 65.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.725531915 |
| Min length | 8 |
| Distinct | 842 |
|---|---|
| Distinct (%) | 89.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7637.910638 |
|---|---|
| Minimum | 0 |
| Maximum | 36019 |
| Zeros | 77 |
| Zeros (%) | 8.2% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3789.75 |
| median | 7405.5 |
| Q3 | 10727 |
| 95-th percentile | 15485.1 |
| Maximum | 36019 |
| Range | 36019 |
| Interquartile range (IQR) | 6937.25 |
Descriptive statistics
| Standard deviation | 5087.150742 |
|---|---|
| Coefficient of variation (CV) | 0.6660395732 |
| Kurtosis | 1.169111169 |
| Mean | 7637.910638 |
| Median Absolute Deviation (MAD) | 3446.5 |
| Skewness | 0.6528949353 |
| Sum | 7179636 |
| Variance | 25879102.67 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 77 | 8.2% | |
| 244 | 2 | 0.2% | |
| 6708 | 2 | 0.2% | |
| 9167 | 2 | 0.2% | |
| 6175 | 2 | 0.2% | |
| 10538 | 2 | 0.2% | |
| 1510 | 2 | 0.2% | |
| 8538 | 2 | 0.2% | |
| 7937 | 2 | 0.2% | |
| 4363 | 2 | 0.2% | |
| Other values (832) | 845 | 89.9% |
| Value | Count | Frequency (%) | |
| 0 | 77 | 8.2% | |
| 4 | 1 | 0.1% | |
| 8 | 1 | 0.1% | |
| 9 | 1 | 0.1% | |
| 16 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 36019 | 1 | 0.1% | |
| 29326 | 1 | 0.1% | |
| 27745 | 1 | 0.1% | |
| 23629 | 1 | 0.1% | |
| 23186 | 1 | 0.1% |
| Distinct | 615 |
|---|---|
| Distinct (%) | 65.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.489702122 |
|---|---|
| Minimum | 0 |
| Maximum | 28.03000069 |
| Zeros | 78 |
| Zeros (%) | 8.3% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.619999886 |
| median | 5.244999886 |
| Q3 | 7.712499976 |
| 95-th percentile | 11.65649963 |
| Maximum | 28.03000069 |
| Range | 28.03000069 |
| Interquartile range (IQR) | 5.09250009 |
Descriptive statistics
| Standard deviation | 3.924605909 |
|---|---|
| Coefficient of variation (CV) | 0.7149032537 |
| Kurtosis | 3.113018353 |
| Mean | 5.489702122 |
| Median Absolute Deviation (MAD) | 2.560000062 |
| Skewness | 1.126273627 |
| Sum | 5160.319995 |
| Variance | 15.40253154 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 78 | 8.3% | |
| 2.599999905 | 5 | 0.5% | |
| 0.01 | 5 | 0.5% | |
| 3.910000086 | 4 | 0.4% | |
| 4.949999809 | 4 | 0.4% | |
| 1.789999962 | 4 | 0.4% | |
| 4.329999924 | 4 | 0.4% | |
| 2.680000067 | 4 | 0.4% | |
| 3.50999999 | 4 | 0.4% | |
| 4.900000095 | 4 | 0.4% | |
| Other values (605) | 824 | 87.7% |
| Value | Count | Frequency (%) | |
| 0 | 78 | 8.3% | |
| 0.01 | 5 | 0.5% | |
| 0.02 | 1 | 0.1% | |
| 0.029999999 | 2 | 0.2% | |
| 0.039999999 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 28.03000069 | 1 | 0.1% | |
| 26.71999931 | 1 | 0.1% | |
| 25.29000092 | 1 | 0.1% | |
| 20.64999962 | 1 | 0.1% | |
| 20.39999962 | 1 | 0.1% |
| Distinct | 613 |
|---|---|
| Distinct (%) | 65.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.475351058 |
|---|---|
| Minimum | 0 |
| Maximum | 28.03000069 |
| Zeros | 78 |
| Zeros (%) | 8.3% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.619999886 |
| median | 5.244999886 |
| Q3 | 7.710000038 |
| 95-th percentile | 11.65649963 |
| Maximum | 28.03000069 |
| Range | 28.03000069 |
| Interquartile range (IQR) | 5.090000152 |
Descriptive statistics
| Standard deviation | 3.907275943 |
|---|---|
| Coefficient of variation (CV) | 0.7136119496 |
| Kurtosis | 3.20388914 |
| Mean | 5.475351058 |
| Median Absolute Deviation (MAD) | 2.555000305 |
| Skewness | 1.134549615 |
| Sum | 5146.829994 |
| Variance | 15.2668053 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 78 | 8.3% | |
| 2.599999905 | 5 | 0.5% | |
| 0.01 | 5 | 0.5% | |
| 3.910000086 | 4 | 0.4% | |
| 2.680000067 | 4 | 0.4% | |
| 1.789999962 | 4 | 0.4% | |
| 4.329999924 | 4 | 0.4% | |
| 4.949999809 | 4 | 0.4% | |
| 3.50999999 | 4 | 0.4% | |
| 8.739999771 | 4 | 0.4% | |
| Other values (603) | 824 | 87.7% |
| Value | Count | Frequency (%) | |
| 0 | 78 | 8.3% | |
| 0.01 | 5 | 0.5% | |
| 0.02 | 1 | 0.1% | |
| 0.029999999 | 2 | 0.2% | |
| 0.039999999 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 28.03000069 | 1 | 0.1% | |
| 26.71999931 | 1 | 0.1% | |
| 25.29000092 | 1 | 0.1% | |
| 20.64999962 | 1 | 0.1% | |
| 20.39999962 | 1 | 0.1% |
| Distinct | 19 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1081709399 |
|---|---|
| Minimum | 0 |
| Maximum | 4.94214201 |
| Zeros | 908 |
| Zeros (%) | 96.6% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4.94214201 |
| Range | 4.94214201 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6198965182 |
|---|---|
| Coefficient of variation (CV) | 5.730712138 |
| Kurtosis | 41.29594078 |
| Mean | 0.1081709399 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.297440367 |
| Sum | 101.6806835 |
| Variance | 0.3842716933 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) | |
| 0 | 908 | 96.6% | |
| 2.092147112 | 9 | 1.0% | |
| 2.253081083 | 7 | 0.7% | |
| 4.081692219 | 1 | 0.1% | |
| 4.861792088 | 1 | 0.1% | |
| 4.878232002 | 1 | 0.1% | |
| 4.912367821 | 1 | 0.1% | |
| 2.832325935 | 1 | 0.1% | |
| 4.911146164 | 1 | 0.1% | |
| 4.885604858 | 1 | 0.1% | |
| Other values (9) | 9 | 1.0% |
| Value | Count | Frequency (%) | |
| 0 | 908 | 96.6% | |
| 1.959596038 | 1 | 0.1% | |
| 2.092147112 | 9 | 1.0% | |
| 2.253081083 | 7 | 0.7% | |
| 2.785175085 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4.94214201 | 1 | 0.1% | |
| 4.930550098 | 1 | 0.1% | |
| 4.924840927 | 1 | 0.1% | |
| 4.912367821 | 1 | 0.1% | |
| 4.911146164 | 1 | 0.1% |
| Distinct | 333 |
|---|---|
| Distinct (%) | 35.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.502680851 |
|---|---|
| Minimum | 0 |
| Maximum | 21.92000008 |
| Zeros | 413 |
| Zeros (%) | 43.9% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.209999993 |
| Q3 | 2.05249995 |
| 95-th percentile | 6.403000092 |
| Maximum | 21.92000008 |
| Range | 21.92000008 |
| Interquartile range (IQR) | 2.05249995 |
Descriptive statistics
| Standard deviation | 2.658941165 |
|---|---|
| Coefficient of variation (CV) | 1.769464995 |
| Kurtosis | 11.9109508 |
| Mean | 1.502680851 |
| Median Absolute Deviation (MAD) | 0.209999993 |
| Skewness | 2.996169988 |
| Sum | 1412.52 |
| Variance | 7.069968118 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 413 | 43.9% | |
| 0.07 | 9 | 1.0% | |
| 0.059999999 | 6 | 0.6% | |
| 0.140000001 | 5 | 0.5% | |
| 0.330000013 | 5 | 0.5% | |
| 0.340000004 | 4 | 0.4% | |
| 1.059999943 | 4 | 0.4% | |
| 0.360000014 | 4 | 0.4% | |
| 1.00999999 | 4 | 0.4% | |
| 2.789999962 | 4 | 0.4% | |
| Other values (323) | 482 | 51.3% |
| Value | Count | Frequency (%) | |
| 0 | 413 | 43.9% | |
| 0.02 | 2 | 0.2% | |
| 0.039999999 | 1 | 0.1% | |
| 0.050000001 | 3 | 0.3% | |
| 0.059999999 | 6 | 0.6% |
| Value | Count | Frequency (%) | |
| 21.92000008 | 1 | 0.1% | |
| 21.65999985 | 1 | 0.1% | |
| 13.39999962 | 1 | 0.1% | |
| 13.26000023 | 1 | 0.1% | |
| 13.23999977 | 1 | 0.1% |
| Distinct | 211 |
|---|---|
| Distinct (%) | 22.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5675425514 |
|---|---|
| Minimum | 0 |
| Maximum | 6.480000019 |
| Zeros | 386 |
| Zeros (%) | 41.1% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.239999995 |
| Q3 | 0.800000012 |
| 95-th percentile | 2.130000114 |
| Maximum | 6.480000019 |
| Range | 6.480000019 |
| Interquartile range (IQR) | 0.800000012 |
Descriptive statistics
| Standard deviation | 0.8835803192 |
|---|---|
| Coefficient of variation (CV) | 1.556852992 |
| Kurtosis | 10.12562853 |
| Mean | 0.5675425514 |
| Median Absolute Deviation (MAD) | 0.239999995 |
| Skewness | 2.771193607 |
| Sum | 533.4899983 |
| Variance | 0.7807141804 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 386 | 41.1% | |
| 0.200000003 | 9 | 1.0% | |
| 0.280000001 | 9 | 1.0% | |
| 0.400000006 | 9 | 1.0% | |
| 0.25 | 8 | 0.9% | |
| 0.310000002 | 8 | 0.9% | |
| 0.930000007 | 8 | 0.9% | |
| 0.419999987 | 8 | 0.9% | |
| 0.270000011 | 7 | 0.7% | |
| 0.569999993 | 7 | 0.7% | |
| Other values (201) | 481 | 51.2% |
| Value | Count | Frequency (%) | |
| 0 | 386 | 41.1% | |
| 0.01 | 1 | 0.1% | |
| 0.02 | 1 | 0.1% | |
| 0.029999999 | 3 | 0.3% | |
| 0.039999999 | 3 | 0.3% |
| Value | Count | Frequency (%) | |
| 6.480000019 | 1 | 0.1% | |
| 6.210000038 | 1 | 0.1% | |
| 5.599999905 | 1 | 0.1% | |
| 5.400000095 | 1 | 0.1% | |
| 5.239999771 | 1 | 0.1% |
| Distinct | 491 |
|---|---|
| Distinct (%) | 52.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.340819149 |
|---|---|
| Minimum | 0 |
| Maximum | 10.71000004 |
| Zeros | 85 |
| Zeros (%) | 9.0% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.945000023 |
| median | 3.364999891 |
| Q3 | 4.782500148 |
| 95-th percentile | 6.462000036 |
| Maximum | 10.71000004 |
| Range | 10.71000004 |
| Interquartile range (IQR) | 2.837500125 |
Descriptive statistics
| Standard deviation | 2.040655388 |
|---|---|
| Coefficient of variation (CV) | 0.6108248598 |
| Kurtosis | -0.1803002748 |
| Mean | 3.340819149 |
| Median Absolute Deviation (MAD) | 1.420000195 |
| Skewness | 0.1822474682 |
| Sum | 3140.37 |
| Variance | 4.164274413 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 85 | 9.0% | |
| 4.179999828 | 6 | 0.6% | |
| 3.170000076 | 6 | 0.6% | |
| 4.880000114 | 6 | 0.6% | |
| 3.230000019 | 6 | 0.6% | |
| 3.940000057 | 5 | 0.5% | |
| 3.25999999 | 5 | 0.5% | |
| 0.01 | 5 | 0.5% | |
| 4.460000038 | 5 | 0.5% | |
| 5.409999847 | 5 | 0.5% | |
| Other values (481) | 806 | 85.7% |
| Value | Count | Frequency (%) | |
| 0 | 85 | 9.0% | |
| 0.01 | 5 | 0.5% | |
| 0.02 | 1 | 0.1% | |
| 0.029999999 | 3 | 0.3% | |
| 0.039999999 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 10.71000004 | 1 | 0.1% | |
| 10.56999969 | 1 | 0.1% | |
| 10.30000019 | 1 | 0.1% | |
| 9.479999542 | 1 | 0.1% | |
| 9.460000038 | 1 | 0.1% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.001606382977 |
|---|---|
| Minimum | 0 |
| Maximum | 0.109999999 |
| Zeros | 858 |
| Zeros (%) | 91.3% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.01 |
| Maximum | 0.109999999 |
| Range | 0.109999999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.007346176309 |
|---|---|
| Coefficient of variation (CV) | 4.573116384 |
| Kurtosis | 99.12744363 |
| Mean | 0.001606382977 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.589899015 |
| Sum | 1.509999998 |
| Variance | 5.396630636e-05 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) | |
| 0 | 858 | 91.3% | |
| 0.01 | 50 | 5.3% | |
| 0.02 | 21 | 2.2% | |
| 0.029999999 | 4 | 0.4% | |
| 0.050000001 | 3 | 0.3% | |
| 0.07 | 1 | 0.1% | |
| 0.039999999 | 1 | 0.1% | |
| 0.109999999 | 1 | 0.1% | |
| 0.100000001 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 858 | 91.3% | |
| 0.01 | 50 | 5.3% | |
| 0.02 | 21 | 2.2% | |
| 0.029999999 | 4 | 0.4% | |
| 0.039999999 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0.109999999 | 1 | 0.1% | |
| 0.100000001 | 1 | 0.1% | |
| 0.07 | 1 | 0.1% | |
| 0.050000001 | 3 | 0.3% | |
| 0.039999999 | 1 | 0.1% |
| Distinct | 122 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.16489362 |
|---|---|
| Minimum | 0 |
| Maximum | 210 |
| Zeros | 409 |
| Zeros (%) | 43.5% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 32 |
| 95-th percentile | 93.05 |
| Maximum | 210 |
| Range | 210 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 32.84480306 |
|---|---|
| Coefficient of variation (CV) | 1.551852972 |
| Kurtosis | 5.778070106 |
| Mean | 21.16489362 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.176143214 |
| Sum | 19895 |
| Variance | 1078.781088 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 409 | 43.5% | |
| 1 | 23 | 2.4% | |
| 2 | 18 | 1.9% | |
| 3 | 16 | 1.7% | |
| 8 | 15 | 1.6% | |
| 6 | 14 | 1.5% | |
| 11 | 14 | 1.5% | |
| 19 | 13 | 1.4% | |
| 5 | 13 | 1.4% | |
| 14 | 12 | 1.3% | |
| Other values (112) | 393 | 41.8% |
| Value | Count | Frequency (%) | |
| 0 | 409 | 43.5% | |
| 1 | 23 | 2.4% | |
| 2 | 18 | 1.9% | |
| 3 | 16 | 1.7% | |
| 4 | 10 | 1.1% |
| Value | Count | Frequency (%) | |
| 210 | 1 | 0.1% | |
| 207 | 1 | 0.1% | |
| 200 | 1 | 0.1% | |
| 194 | 1 | 0.1% | |
| 186 | 1 | 0.1% |
| Distinct | 81 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.56489362 |
|---|---|
| Minimum | 0 |
| Maximum | 143 |
| Zeros | 384 |
| Zeros (%) | 40.9% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6 |
| Q3 | 19 |
| 95-th percentile | 51 |
| Maximum | 143 |
| Range | 143 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 19.98740395 |
|---|---|
| Coefficient of variation (CV) | 1.473465588 |
| Kurtosis | 7.99573138 |
| Mean | 13.56489362 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 2.47949196 |
| Sum | 12751 |
| Variance | 399.4963168 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 384 | 40.9% | |
| 8 | 36 | 3.8% | |
| 6 | 23 | 2.4% | |
| 5 | 23 | 2.4% | |
| 16 | 22 | 2.3% | |
| 7 | 20 | 2.1% | |
| 10 | 19 | 2.0% | |
| 9 | 19 | 2.0% | |
| 13 | 18 | 1.9% | |
| 11 | 18 | 1.9% | |
| Other values (71) | 358 | 38.1% |
| Value | Count | Frequency (%) | |
| 0 | 384 | 40.9% | |
| 1 | 10 | 1.1% | |
| 2 | 8 | 0.9% | |
| 3 | 9 | 1.0% | |
| 4 | 14 | 1.5% |
| Value | Count | Frequency (%) | |
| 143 | 1 | 0.1% | |
| 125 | 1 | 0.1% | |
| 122 | 1 | 0.1% | |
| 116 | 1 | 0.1% | |
| 115 | 1 | 0.1% |
| Distinct | 335 |
|---|---|
| Distinct (%) | 35.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 192.812766 |
|---|---|
| Minimum | 0 |
| Maximum | 518 |
| Zeros | 84 |
| Zeros (%) | 8.9% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 127 |
| median | 199 |
| Q3 | 264 |
| 95-th percentile | 369.05 |
| Maximum | 518 |
| Range | 518 |
| Interquartile range (IQR) | 137 |
Descriptive statistics
| Standard deviation | 109.1746998 |
|---|---|
| Coefficient of variation (CV) | 0.5662213247 |
| Kurtosis | -0.360117932 |
| Mean | 192.812766 |
| Median Absolute Deviation (MAD) | 69 |
| Skewness | -0.03792934281 |
| Sum | 181244 |
| Variance | 11919.11507 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 84 | 8.9% | |
| 206 | 12 | 1.3% | |
| 258 | 10 | 1.1% | |
| 195 | 9 | 1.0% | |
| 214 | 8 | 0.9% | |
| 139 | 7 | 0.7% | |
| 238 | 7 | 0.7% | |
| 141 | 7 | 0.7% | |
| 199 | 7 | 0.7% | |
| 227 | 7 | 0.7% | |
| Other values (325) | 782 | 83.2% |
| Value | Count | Frequency (%) | |
| 0 | 84 | 8.9% | |
| 1 | 3 | 0.3% | |
| 2 | 4 | 0.4% | |
| 3 | 3 | 0.3% | |
| 4 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 518 | 1 | 0.1% | |
| 513 | 1 | 0.1% | |
| 512 | 1 | 0.1% | |
| 487 | 1 | 0.1% | |
| 480 | 1 | 0.1% |
SedentaryMinutes
Real number (ℝ≥0)
| Distinct | 549 |
|---|---|
| Distinct (%) | 58.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 991.2106383 |
|---|---|
| Minimum | 0 |
| Maximum | 1440 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 536.7 |
| Q1 | 729.75 |
| median | 1057.5 |
| Q3 | 1229.5 |
| 95-th percentile | 1440 |
| Maximum | 1440 |
| Range | 1440 |
| Interquartile range (IQR) | 499.75 |
Descriptive statistics
| Standard deviation | 301.2674368 |
|---|---|
| Coefficient of variation (CV) | 0.3039388654 |
| Kurtosis | -0.6659500269 |
| Mean | 991.2106383 |
| Median Absolute Deviation (MAD) | 261 |
| Skewness | -0.2944980897 |
| Sum | 931738 |
| Variance | 90762.06847 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1440 | 79 | 8.4% | |
| 1182 | 7 | 0.7% | |
| 692 | 6 | 0.6% | |
| 1112 | 5 | 0.5% | |
| 1131 | 5 | 0.5% | |
| 1122 | 5 | 0.5% | |
| 1105 | 5 | 0.5% | |
| 709 | 5 | 0.5% | |
| 1119 | 5 | 0.5% | |
| 728 | 5 | 0.5% | |
| Other values (539) | 813 | 86.5% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 13 | 1 | 0.1% | |
| 48 | 1 | 0.1% | |
| 111 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1440 | 79 | 8.4% | |
| 1439 | 3 | 0.3% | |
| 1438 | 3 | 0.3% | |
| 1437 | 2 | 0.2% | |
| 1431 | 1 | 0.1% |
Calories
Real number (ℝ≥0)
| Distinct | 734 |
|---|---|
| Distinct (%) | 78.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2303.609574 |
|---|---|
| Minimum | 0 |
| Maximum | 4900 |
| Zeros | 4 |
| Zeros (%) | 0.4% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1372.85 |
| Q1 | 1828.5 |
| median | 2134 |
| Q3 | 2793.25 |
| 95-th percentile | 3654.25 |
| Maximum | 4900 |
| Range | 4900 |
| Interquartile range (IQR) | 964.75 |
Descriptive statistics
| Standard deviation | 718.1668621 |
|---|---|
| Coefficient of variation (CV) | 0.3117571962 |
| Kurtosis | 0.6250269361 |
| Mean | 2303.609574 |
| Median Absolute Deviation (MAD) | 467 |
| Skewness | 0.4224504814 |
| Sum | 2165393 |
| Variance | 515763.6419 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1980 | 13 | 1.4% | |
| 2063 | 11 | 1.2% | |
| 1841 | 9 | 1.0% | |
| 1688 | 9 | 1.0% | |
| 1347 | 8 | 0.9% | |
| 2225 | 4 | 0.4% | |
| 1819 | 4 | 0.4% | |
| 2044 | 4 | 0.4% | |
| 1922 | 4 | 0.4% | |
| 0 | 4 | 0.4% | |
| Other values (724) | 870 | 92.6% |
| Value | Count | Frequency (%) | |
| 0 | 4 | 0.4% | |
| 52 | 1 | 0.1% | |
| 57 | 1 | 0.1% | |
| 120 | 1 | 0.1% | |
| 257 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4900 | 1 | 0.1% | |
| 4552 | 1 | 0.1% | |
| 4547 | 1 | 0.1% | |
| 4546 | 1 | 0.1% | |
| 4501 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Id | ActivityDate | TotalSteps | TotalDistance | TrackerDistance | LoggedActivitiesDistance | VeryActiveDistance | ModeratelyActiveDistance | LightActiveDistance | SedentaryActiveDistance | VeryActiveMinutes | FairlyActiveMinutes | LightlyActiveMinutes | SedentaryMinutes | Calories | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1503960366 | 4/12/2016 | 13162 | 8.50 | 8.50 | 0.0 | 1.88 | 0.55 | 6.06 | 0.0 | 25 | 13 | 328 | 728 | 1985 |
| 1 | 1503960366 | 4/13/2016 | 10735 | 6.97 | 6.97 | 0.0 | 1.57 | 0.69 | 4.71 | 0.0 | 21 | 19 | 217 | 776 | 1797 |
| 2 | 1503960366 | 4/14/2016 | 10460 | 6.74 | 6.74 | 0.0 | 2.44 | 0.40 | 3.91 | 0.0 | 30 | 11 | 181 | 1218 | 1776 |
| 3 | 1503960366 | 4/15/2016 | 9762 | 6.28 | 6.28 | 0.0 | 2.14 | 1.26 | 2.83 | 0.0 | 29 | 34 | 209 | 726 | 1745 |
| 4 | 1503960366 | 4/16/2016 | 12669 | 8.16 | 8.16 | 0.0 | 2.71 | 0.41 | 5.04 | 0.0 | 36 | 10 | 221 | 773 | 1863 |
| 5 | 1503960366 | 4/17/2016 | 9705 | 6.48 | 6.48 | 0.0 | 3.19 | 0.78 | 2.51 | 0.0 | 38 | 20 | 164 | 539 | 1728 |
| 6 | 1503960366 | 4/18/2016 | 13019 | 8.59 | 8.59 | 0.0 | 3.25 | 0.64 | 4.71 | 0.0 | 42 | 16 | 233 | 1149 | 1921 |
| 7 | 1503960366 | 4/19/2016 | 15506 | 9.88 | 9.88 | 0.0 | 3.53 | 1.32 | 5.03 | 0.0 | 50 | 31 | 264 | 775 | 2035 |
| 8 | 1503960366 | 4/20/2016 | 10544 | 6.68 | 6.68 | 0.0 | 1.96 | 0.48 | 4.24 | 0.0 | 28 | 12 | 205 | 818 | 1786 |
| 9 | 1503960366 | 4/21/2016 | 9819 | 6.34 | 6.34 | 0.0 | 1.34 | 0.35 | 4.65 | 0.0 | 19 | 8 | 211 | 838 | 1775 |
Last rows
| Id | ActivityDate | TotalSteps | TotalDistance | TrackerDistance | LoggedActivitiesDistance | VeryActiveDistance | ModeratelyActiveDistance | LightActiveDistance | SedentaryActiveDistance | VeryActiveMinutes | FairlyActiveMinutes | LightlyActiveMinutes | SedentaryMinutes | Calories | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 930 | 8877689391 | 5/3/2016 | 10818 | 8.210000 | 8.210000 | 0.0 | 1.39 | 0.10 | 6.67 | 0.01 | 19 | 3 | 229 | 1189 | 2817 |
| 931 | 8877689391 | 5/4/2016 | 18193 | 16.299999 | 16.299999 | 0.0 | 10.42 | 0.31 | 5.53 | 0.00 | 66 | 8 | 212 | 1154 | 3477 |
| 932 | 8877689391 | 5/5/2016 | 14055 | 10.670000 | 10.670000 | 0.0 | 5.46 | 0.82 | 4.37 | 0.00 | 67 | 15 | 188 | 1170 | 3052 |
| 933 | 8877689391 | 5/6/2016 | 21727 | 19.340000 | 19.340000 | 0.0 | 12.79 | 0.29 | 6.16 | 0.00 | 96 | 17 | 232 | 1095 | 4015 |
| 934 | 8877689391 | 5/7/2016 | 12332 | 8.130000 | 8.130000 | 0.0 | 0.08 | 0.96 | 6.99 | 0.00 | 105 | 28 | 271 | 1036 | 4142 |
| 935 | 8877689391 | 5/8/2016 | 10686 | 8.110000 | 8.110000 | 0.0 | 1.08 | 0.20 | 6.80 | 0.00 | 17 | 4 | 245 | 1174 | 2847 |
| 936 | 8877689391 | 5/9/2016 | 20226 | 18.250000 | 18.250000 | 0.0 | 11.10 | 0.80 | 6.24 | 0.05 | 73 | 19 | 217 | 1131 | 3710 |
| 937 | 8877689391 | 5/10/2016 | 10733 | 8.150000 | 8.150000 | 0.0 | 1.35 | 0.46 | 6.28 | 0.00 | 18 | 11 | 224 | 1187 | 2832 |
| 938 | 8877689391 | 5/11/2016 | 21420 | 19.559999 | 19.559999 | 0.0 | 13.22 | 0.41 | 5.89 | 0.00 | 88 | 12 | 213 | 1127 | 3832 |
| 939 | 8877689391 | 5/12/2016 | 8064 | 6.120000 | 6.120000 | 0.0 | 1.82 | 0.04 | 4.25 | 0.00 | 23 | 1 | 137 | 770 | 1849 |